{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Copyright (C) 2016 - 2019 Pinard Liu(liujianping-ok@163.com)\n",
    "\n",
    "https://www.cnblogs.com/pinard\n",
    "\n",
    "Permission given to modify the code as long as you keep this declaration at the top\n",
    "\n",
    "scikit-learn决策树算法类库使用小结 https://www.cnblogs.com/pinard/p/6056319.html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from itertools import product\n",
    "\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "from sklearn import datasets\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "\n",
    "\n",
    "# 仍然使用自带的iris数据\n",
    "iris = datasets.load_iris()\n",
    "X = iris.data[:, [0, 2]]\n",
    "y = iris.target\n",
    "\n",
    "# 训练模型，限制树的最大深度4\n",
    "clf = DecisionTreeClassifier(max_depth=4)\n",
    "#拟合模型\n",
    "clf.fit(X, y)\n",
    "\n",
    "\n",
    "# 画图\n",
    "x_min, x_max = X[:, 0].min() - 1, X[:, 0].max() + 1\n",
    "y_min, y_max = X[:, 1].min() - 1, X[:, 1].max() + 1\n",
    "xx, yy = np.meshgrid(np.arange(x_min, x_max, 0.1),\n",
    "                     np.arange(y_min, y_max, 0.1))\n",
    "\n",
    "Z = clf.predict(np.c_[xx.ravel(), yy.ravel()])\n",
    "Z = Z.reshape(xx.shape)\n",
    "\n",
    "plt.contourf(xx, yy, Z, alpha=0.4)\n",
    "plt.scatter(X[:, 0], X[:, 1], c=y, alpha=0.8)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import Image  \n",
    "from sklearn import tree\n",
    "import pydotplus \n",
    "dot_data = tree.export_graphviz(clf, out_file=None, \n",
    "                         feature_names=[\"sepal length\",\"sepal width\"],  \n",
    "                         class_names=iris.target_names,  \n",
    "                         filled=True, rounded=True,  \n",
    "                         special_characters=True)  \n",
    "graph = pydotplus.graph_from_dot_data(dot_data)  \n",
    "Image(graph.create_png()) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
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